Pandas Profiling Report

Dataset statistics

Number of variables	12
Number of observations	11600
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	1.8 MiB
Average record size in memory	167.1 B

Variable types

NUM	11
CAT	1

Reproduction

Analysis started	2021-03-25 17:01:01.881081
Analysis finished	2021-03-25 17:01:22.782719
Duration	20.9 seconds
Version	pandas-profiling v2.7.1
Command line	`pandas_profiling --config_file config.yaml [YOUR_FILE.csv]`
Download configuration	config.yaml

`nom_pays` has a high cardinality: 116 distinct values	High cardinality
`C_i_parents` is highly correlated with `C_i_child` and 1 other fields	High correlation
`C_i_child` is highly correlated with `C_i_parents` and 1 other fields	High correlation
`income_moy_pays` is highly correlated with `gdpppp`	High correlation
`gdpppp` is highly correlated with `income_moy_pays`	High correlation
`log_income_moy` is highly correlated with `log_gdpppp`	High correlation
`log_gdpppp` is highly correlated with `log_income_moy`	High correlation
`log_C_i_parents` is highly correlated with `C_i_child` and 1 other fields	High correlation
`nom_pays` is uniformly distributed	Uniform
`log_C_i_parents` has unique values	Unique

nom_pays
Categorical

HIGH CARDINALITY
UNIFORM

Distinct count	116
Unique (%)	1.0%
Missing	0
Missing (%)	0.0%
Memory size	90.8 KiB

Sri Lanka	100
Venezuela	100
Grèce	100
Autriche	100
République démocratique populaire lao	100
Other values (111)	11100

Value	Count	Frequency (%)
Sri Lanka	100	0.9%
Venezuela	100	0.9%
Grèce	100	0.9%
Autriche	100	0.9%
République démocratique populaire lao	100	0.9%
Cambodge	100	0.9%
Malaisie	100	0.9%
Lettonie	100	0.9%
Belgique	100	0.9%
Chili	100	0.9%
Other values (106)	10600	91.4%

Length

Max length	37
Mean length	9.525862069
Min length	4

Value	Count	Frequency (%)
Lowercase_Letter	31	51.7%
Uppercase_Letter	23	38.3%
Other_Punctuation	3	5.0%
Final_Punctuation	1	1.7%
Space_Separator	1	1.7%
Dash_Punctuation	1	1.7%

Value	Count	Frequency (%)
Latin	54	90.0%
Common	6	10.0%

Value	Count	Frequency (%)
ASCII	53	98.1%
Punctuation	1	1.9%

gdpppp
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	116
Unique (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	12484.944396551724
Minimum	303.19
Maximum	73127.0
Zeros	0
Zeros (%)	0.0%
Memory size	90.8 KiB

Quantile statistics

Minimum	303.19
5-th percentile	773
Q1	2577.5
median	7709
Q3	17679.25
95-th percentile	36527
Maximum	73127
Range	72823.81
Interquartile range (IQR)	15101.75

Descriptive statistics

Standard deviation	13079.49448
Coefficient of variation (CV)	1.047621364
Kurtosis	3.044597747
Mean	12484.9444
Median Absolute Deviation (MAD)	5691.5
Skewness	1.613810731
Sum	144825355
Variance	171073176

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
6270	100	0.9%
36193	100	0.9%
4516	100	0.9%
2576	100	0.9%
8101	100	0.9%
30357	100	0.9%
13390	100	0.9%
1802	100	0.9%
11904	100	0.9%
26273	100	0.9%
Other values (106)	10600	91.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
303.19	100	0.9%
372	100	0.9%
631	100	0.9%
685	100	0.9%
728.81	100	0.9%

Value	Count	Frequency (%)
73127	100	0.9%
49070	100	0.9%
43261	100	0.9%
39268	100	0.9%
38065	100	0.9%

pj
Real number (ℝ_≥0)

Distinct count	65
Unique (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.5229137931034482
Minimum	0.113
Maximum	1.095
Zeros	0
Zeros (%)	0.0%
Memory size	90.8 KiB

Quantile statistics

Minimum	0.113
5-th percentile	0.238
Q1	0.4
median	0.4805
Q3	0.66
95-th percentile	0.946
Maximum	1.095
Range	0.982
Interquartile range (IQR)	0.26

Descriptive statistics

Standard deviation	0.2039266898
Coefficient of variation (CV)	0.3899814702
Kurtosis	0.03562437291
Mean	0.5229137931
Median Absolute Deviation (MAD)	0.1685
Skewness	0.5646371243
Sum	6065.8
Variance	0.04158609482

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.4	2400	20.7%
0.66	2400	20.7%
0.538	200	1.7%
0.343	200	1.7%
0.596	200	1.7%
0.238	200	1.7%
0.5	200	1.7%
0.256	100	0.9%
0.183	100	0.9%
0.943	100	0.9%
Other values (55)	5500	47.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.113	100	0.9%
0.145	100	0.9%
0.181	100	0.9%
0.183	100	0.9%
0.199	100	0.9%

Value	Count	Frequency (%)
1.095	100	0.9%
1.03	100	0.9%
1.029	100	0.9%
1.015	100	0.9%
0.967	100	0.9%

income
Real number (ℝ_≥0)

Distinct count	11494
Unique (%)	99.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	6069.121962068966
Minimum	16.72
Maximum	176928.55
Zeros	0
Zeros (%)	0.0%
Memory size	90.8 KiB

Quantile statistics

Minimum	16.72
5-th percentile	291.214
Q1	900.7675
median	2403.49
Q3	7515.3175
95-th percentile	22941.402
Maximum	176928.55
Range	176911.83
Interquartile range (IQR)	6614.55

Descriptive statistics

Standard deviation	9413.786585
Coefficient of variation (CV)	1.551095306
Kurtosis	41.67433122
Mean	6069.121962
Median Absolute Deviation (MAD)	1875.165
Skewness	4.628565819
Sum	70401814.76
Variance	88619377.87

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
756.93	3	< 0.1%
194.2	2	< 0.1%
1162.89	2	< 0.1%
803.72	2	< 0.1%
467.33	2	< 0.1%
114.87	2	< 0.1%
1334.86	2	< 0.1%
323.83	2	< 0.1%
248.25	2	< 0.1%
508.17	2	< 0.1%
Other values (11484)	11579	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
16.72	1	< 0.1%
17.32	1	< 0.1%
20.58	1	< 0.1%
29.36	1	< 0.1%
29.41	1	< 0.1%

Value	Count	Frequency (%)
176928.55	1	< 0.1%
160645.27	1	< 0.1%
141565.23	1	< 0.1%
133454.84	1	< 0.1%
122775.16	1	< 0.1%

gini
Real number (ℝ_≥0)

Distinct count	116
Unique (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.3691808035431845
Minimum	0.22603399161539015
Maximum	0.6488772673007743
Zeros	0
Zeros (%)	0.0%
Memory size	90.8 KiB

Quantile statistics

Minimum	0.2260339916
5-th percentile	0.2528344254
Q1	0.304230352
median	0.3514642396
Q3	0.4244271153
95-th percentile	0.5400917262
Maximum	0.6488772673
Range	0.4228432757
Interquartile range (IQR)	0.1201967633

Descriptive statistics

Standard deviation	0.08587005174
Coefficient of variation (CV)	0.2325961992
Kurtosis	-0.01407683997
Mean	0.3691808035
Median Absolute Deviation (MAD)	0.05754496697
Skewness	0.6931860062
Sum	4282.497321
Variance	0.007373665785

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.4063200921	100	0.9%
0.2863412868	100	0.9%
0.2967779809	100	0.9%
0.3083443244	100	0.9%
0.2260339916	100	0.9%
0.4694924048	100	0.9%
0.5277659648	100	0.9%
0.5400917262	100	0.9%
0.5430949765	100	0.9%
0.3383003644	100	0.9%
Other values (106)	10600	91.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.2260339916	100	0.9%
0.241980548	100	0.9%
0.2467029491	100	0.9%
0.2494472127	100	0.9%
0.2500701184	100	0.9%

Value	Count	Frequency (%)
0.6488772673	100	0.9%
0.5808765247	100	0.9%
0.5505412104	100	0.9%
0.546189965	100	0.9%
0.5430949765	100	0.9%

log_gdpppp
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	116
Unique (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	8.807823698199444
Minimum	5.714359671693971
Maximum	11.199952934587492
Zeros	0
Zeros (%)	0.0%
Memory size	90.8 KiB

Quantile statistics

Minimum	5.714359672
5-th percentile	6.650279049
Q1	7.854575159
median	8.949956935
Q3	9.78009113
95-th percentile	10.50580699
Maximum	11.19995293
Range	5.485593263
Interquartile range (IQR)	1.92551597

Descriptive statistics

Standard deviation	1.234276215
Coefficient of variation (CV)	0.1401340737
Kurtosis	-0.7403472409
Mean	8.807823698
Median Absolute Deviation (MAD)	0.9448410829
Skewness	-0.316224292
Sum	102170.7549
Variance	1.523437776

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
8.281470858	100	0.9%
7.090909822	100	0.9%
8.061802275	100	0.9%
7.75576717	100	0.9%
9.65476975	100	0.9%
8.812992232	100	0.9%
7.014931146	100	0.9%
7.473637108	100	0.9%
6.650279049	100	0.9%
8.91891798	100	0.9%
Other values (106)	10600	91.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
5.714359672	100	0.9%
5.918893854	100	0.9%
6.447305863	100	0.9%
6.529418838	100	0.9%
6.591413067	100	0.9%

Value	Count	Frequency (%)
11.19995293	100	0.9%
10.80100313	100	0.9%
10.67500682	100	0.9%
10.57816522	100	0.9%
10.5470505	100	0.9%

log_income
Real number (ℝ_≥0)

Distinct count	11494
Unique (%)	99.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	7.840619121608787
Minimum	2.8166056076565553
Maximum	12.083501257741979
Zeros	0
Zeros (%)	0.0%
Memory size	90.8 KiB

Quantile statistics

Minimum	2.816605608
5-th percentile	5.674058388
Q1	6.803247165
median	7.784677121
Q3	8.92469855
95-th percentile	10.0406985
Maximum	12.08350126
Range	9.26689565
Interquartile range (IQR)	2.121451385

Descriptive statistics

Standard deviation	1.381121028
Coefficient of variation (CV)	0.1761494859
Kurtosis	-0.5878030228
Mean	7.840619122
Median Absolute Deviation (MAD)	1.056148364
Skewness	-0.01013184941
Sum	90951.18181
Variance	1.907495293

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
6.629270779	3	< 0.1%
5.815800778	2	< 0.1%
5.14318287	2	< 0.1%
6.231130843	2	< 0.1%
8.460809066	2	< 0.1%
7.010573566	2	< 0.1%
6.999604933	2	< 0.1%
7.285451715	2	< 0.1%
7.037018827	2	< 0.1%
7.376201446	2	< 0.1%
Other values (11484)	11579	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2.816605608	1	< 0.1%
2.851861903	1	< 0.1%
3.02431973	1	< 0.1%
3.379633204	1	< 0.1%
3.381334753	1	< 0.1%

Value	Count	Frequency (%)
12.08350126	1	< 0.1%
11.98695392	1	< 0.1%
11.86051588	1	< 0.1%
11.80151842	1	< 0.1%
11.71810999	1	< 0.1%

C_i_child
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	100
Unique (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	50.5
Minimum	1.0
Maximum	100.0
Zeros	0
Zeros (%)	0.0%
Memory size	90.8 KiB

Quantile statistics

Minimum	1
5-th percentile	5.95
Q1	25.75
median	50.5
Q3	75.25
95-th percentile	95.05
Maximum	100
Range	99
Interquartile range (IQR)	49.5

Descriptive statistics

Standard deviation	28.86731436
Coefficient of variation (CV)	0.5716299872
Kurtosis	-1.20024011
Mean	50.5
Median Absolute Deviation (MAD)	25
Skewness	0
Sum	585800
Variance	833.3218381

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
93	116	1.0%
29	116	1.0%
33	116	1.0%
85	116	1.0%
51	116	1.0%
61	116	1.0%
78	116	1.0%
98	116	1.0%
75	116	1.0%
17	116	1.0%
Other values (90)	10440	90.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	116	1.0%
2	116	1.0%
3	116	1.0%
4	116	1.0%
5	116	1.0%

Value	Count	Frequency (%)
100	116	1.0%
99	116	1.0%
98	116	1.0%
97	116	1.0%
96	116	1.0%

C_i_parents
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	9119
Unique (%)	78.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	50.5
Minimum	5.894
Maximum	95.63
Zeros	0
Zeros (%)	0.0%
Memory size	90.8 KiB

Quantile statistics

Minimum	5.894
5-th percentile	28.326
Q1	42.0835
median	50.488
Q3	58.8165
95-th percentile	72.6268
Maximum	95.63
Range	89.736
Interquartile range (IQR)	16.733

Descriptive statistics

Standard deviation	13.22222212
Coefficient of variation (CV)	0.2618261805
Kurtosis	0.2109246296
Mean	50.5
Median Absolute Deviation (MAD)	8.374
Skewness	-4.939631351e-05
Sum	585800
Variance	174.8271577

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
57.15	6	0.1%
50.16	5	< 0.1%
51.268	5	< 0.1%
42.892	5	< 0.1%
48.636	5	< 0.1%
53.03	5	< 0.1%
49.94	5	< 0.1%
43.414	5	< 0.1%
46.188	5	< 0.1%
54.36	5	< 0.1%
Other values (9109)	11549	99.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
5.894	1	< 0.1%
6.6	1	< 0.1%
6.612	1	< 0.1%
6.934	1	< 0.1%
7.212	1	< 0.1%

Value	Count	Frequency (%)
95.63	1	< 0.1%
94.932	1	< 0.1%
94.402	1	< 0.1%
94.036	1	< 0.1%
93.83	1	< 0.1%

income_moy_pays
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	116
Unique (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	6069.121962069073
Minimum	276.01610000000477
Maximum	26888.511700003055
Zeros	0
Zeros (%)	0.0%
Memory size	90.8 KiB

Quantile statistics

Minimum	276.0161
5-th percentile	588.7667
Q1	1374.269875
median	3287.17485
Q3	7077.900025
95-th percentile	21709.6047
Maximum	26888.5117
Range	26612.4956
Interquartile range (IQR)	5703.63015

Descriptive statistics

Standard deviation	6632.479627
Coefficient of variation (CV)	1.092823586
Kurtosis	1.116287347
Mean	6069.121962
Median Absolute Deviation (MAD)	2386.12215
Skewness	1.462232605
Sum	70401814.76
Variance	43989786

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
685.8178	100	0.9%
650.1296	100	0.9%
1515.9295	100	0.9%
7156.7707	100	0.9%
1377.7736	100	0.9%
10098.6761	100	0.9%
3330.5338	100	0.9%
1794.4945	100	0.9%
6006.3429	100	0.9%
3048.6309	100	0.9%
Other values (106)	10600	91.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
276.0161	100	0.9%
345.237	100	0.9%
399.835	100	0.9%
519.3198	100	0.9%
530.2842	100	0.9%

Value	Count	Frequency (%)
26888.5117	100	0.9%
25503.5819	100	0.9%
25217.5625	100	0.9%
23739.6411	100	0.9%
22483.3748	100	0.9%

log_income_moy
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	116
Unique (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	8.107672254368564
Minimum	5.620459197349189
Maximum	10.199454400018393
Zeros	0
Zeros (%)	0.0%
Memory size	90.8 KiB

Quantile statistics

Minimum	5.620459197
5-th percentile	6.37803001
Q1	7.225668086
median	8.09777994
Q3	8.864711942
95-th percentile	9.985510055
Maximum	10.1994544
Range	4.578995203
Interquartile range (IQR)	1.639043857

Descriptive statistics

Standard deviation	1.147168522
Coefficient of variation (CV)	0.1414917237
Kurtosis	-0.9398807276
Mean	8.107672254
Median Absolute Deviation (MAD)	0.8267329829
Skewness	0.02220047876
Sum	94048.99815
Variance	1.315995618

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
6.523672139	100	0.9%
6.602048805	100	0.9%
8.655514218	100	0.9%
6.252519878	100	0.9%
8.492849391	100	0.9%
8.116533011	100	0.9%
10.02053142	100	0.9%
6.949507305	100	0.9%
9.801549972	100	0.9%
8.011774358	100	0.9%
Other values (106)	10600	91.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
5.620459197	100	0.9%
5.844231138	100	0.9%
5.991051962	100	0.9%
6.252519878	100	0.9%
6.273413089	100	0.9%

Value	Count	Frequency (%)
10.1994544	100	0.9%
10.14657419	100	0.9%
10.13529596	100	0.9%
10.07490155	100	0.9%
10.02053142	100	0.9%

log_C_i_parents
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct count	11600
Unique (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3.6373937555556286
Minimum	1.184607575508805
Maximum	4.557766480372477
Zeros	0
Zeros (%)	0.0%
Memory size	90.8 KiB

Quantile statistics

Minimum	1.184607576
5-th percentile	2.902615935
Q1	3.430735929
median	3.683686249
Q3	3.909752446
95-th percentile	4.210815029
Maximum	4.55776648
Range	3.373158905
Interquartile range (IQR)	0.479016517

Descriptive statistics

Standard deviation	0.4070731869
Coefficient of variation (CV)	0.1119134232
Kurtosis	2.163987335
Mean	3.637393756
Median Absolute Deviation (MAD)	0.2389157149
Skewness	-0.9956685549
Sum	42193.76756
Variance	0.1657085795

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
3.825215869	1	< 0.1%
3.495559893	1	< 0.1%
3.254906232	1	< 0.1%
3.920288122	1	< 0.1%
3.730660188	1	< 0.1%
4.324230136	1	< 0.1%
3.903922755	1	< 0.1%
3.715391875	1	< 0.1%
4.14406313	1	< 0.1%
3.59230674	1	< 0.1%
Other values (11590)	11590	99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1.184607576	1	< 0.1%
1.310788969	1	< 0.1%
1.331061895	1	< 0.1%
1.339387139	1	< 0.1%
1.341289746	1	< 0.1%

Value	Count	Frequency (%)
4.55776648	1	< 0.1%
4.548128614	1	< 0.1%
4.543353233	1	< 0.1%
4.539358783	1	< 0.1%
4.535222649	1	< 0.1%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

First rows

	nom_pays	gdpppp	pj	income	gini	log_gdpppp	log_income	C_i_child	C_i_parents	income_moy_pays	log_income_moy	log_C_i_parents
0	Afrique du Sud	9602.0	0.677	60.49	0.648877	9.169727	4.102478	1.0	13.094	5617.9047	8.633714	1.910173
1	Afrique du Sud	9602.0	0.677	138.34	0.648877	9.169727	4.929714	2.0	18.720	5617.9047	8.633714	2.318153
2	Afrique du Sud	9602.0	0.677	192.29	0.648877	9.169727	5.259005	3.0	19.974	5617.9047	8.633714	2.434426
3	Afrique du Sud	9602.0	0.677	236.99	0.648877	9.169727	5.468018	4.0	21.336	5617.9047	8.633714	2.524627
4	Afrique du Sud	9602.0	0.677	279.37	0.648877	9.169727	5.632537	5.0	23.516	5617.9047	8.633714	2.668394
5	Afrique du Sud	9602.0	0.677	322.99	0.648877	9.169727	5.777621	6.0	23.838	5617.9047	8.633714	2.691703
6	Afrique du Sud	9602.0	0.677	358.58	0.648877	9.169727	5.882152	7.0	28.380	5617.9047	8.633714	2.911338
7	Afrique du Sud	9602.0	0.677	391.80	0.648877	9.169727	5.970752	8.0	27.116	5617.9047	8.633714	2.843982
8	Afrique du Sud	9602.0	0.677	423.93	0.648877	9.169727	6.049568	9.0	29.232	5617.9047	8.633714	2.943432
9	Afrique du Sud	9602.0	0.677	455.44	0.648877	9.169727	6.121264	10.0	29.674	5617.9047	8.633714	2.984042

Last rows

	nom_pays	gdpppp	pj	income	gini	log_gdpppp	log_income	C_i_child	C_i_parents	income_moy_pays	log_income_moy	log_C_i_parents
11590	États-Unis	43261.0	0.538	50866.36	0.421837	10.675007	10.836957	91.0	70.254	25503.5819	10.146574	4.143822
11591	États-Unis	43261.0	0.538	53313.96	0.421837	10.675007	10.883953	92.0	70.188	25503.5819	10.146574	4.164117
11592	États-Unis	43261.0	0.538	56233.74	0.421837	10.675007	10.937272	93.0	69.548	25503.5819	10.146574	4.155423
11593	États-Unis	43261.0	0.538	59764.70	0.421837	10.675007	10.998170	94.0	70.644	25503.5819	10.146574	4.166834
11594	États-Unis	43261.0	0.538	64053.35	0.421837	10.675007	11.067472	95.0	70.818	25503.5819	10.146574	4.173863
11595	États-Unis	43261.0	0.538	69926.37	0.421837	10.675007	11.155198	96.0	72.522	25503.5819	10.146574	4.199704
11596	États-Unis	43261.0	0.538	77634.82	0.421837	10.675007	11.259771	97.0	75.214	25503.5819	10.146574	4.247150
11597	États-Unis	43261.0	0.538	88482.84	0.421837	10.675007	11.390564	98.0	75.804	25503.5819	10.146574	4.255571
11598	États-Unis	43261.0	0.538	106765.26	0.421837	10.675007	11.578388	99.0	78.652	25503.5819	10.146574	4.311908
11599	États-Unis	43261.0	0.538	176928.55	0.421837	10.675007	12.083501	100.0	84.044	25503.5819	10.146574	4.399272

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows